An algorithm to improve the performance of convolutional neural networks for TSC tasks

Abstract The convolutional neural network (CNN) is an important network model for processing time series classification tasks. However, there can be a lot of noise in the data itself. The clarity of spatial feature expression of time‐series samples and the freeness and balance of data samples both h...

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Bibliographic Details
Main Authors: Qing Liu, Bing Liu, Yamin Du
Format: Article
Language:English
Published: Wiley 2023-04-01
Series:Engineering Reports
Subjects:
Online Access:https://doi.org/10.1002/eng2.12589